{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#本章需导入的模块\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "from sklearn.datasets import make_classification,make_circles,make_regression\n",
    "from sklearn.model_selection import train_test_split,KFold\n",
    "import sklearn.neural_network as net\n",
    "import sklearn.linear_model as LM\n",
    "from scipy.stats import multivariate_normal\n",
    "from sklearn.metrics import r2_score,mean_squared_error,classification_report\n",
    "from sklearn import svm\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N=100\n",
    "X,Y=make_regression(n_samples=N,n_features=1,random_state=123,noise=50,bias=0)\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,train_size=0.85, random_state=123)\n",
    "plt.scatter(X_train,Y_train,s=20)\n",
    "plt.scatter(X_test,Y_test,s=20,marker='*')\n",
    "plt.title(\"100个样本观测点的SVR和线性回归\")\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Y\")\n",
    "        \n",
    "modelLM=LM.LinearRegression()\n",
    "modelLM.fit(X_train,Y_train)\n",
    "X[:,0].sort()\n",
    "fig,axes=plt.subplots(nrows=2,ncols=2,figsize=(12,9))\n",
    "for C,E,H,L in [(1,0.1,0,0),(1,100,0,1),(100,0.1,1,0),(10000,0.01,1,1)]:\n",
    "    modelSVR=svm.SVR(C=C,epsilon=E)\n",
    "    modelSVR.fit(X_train,Y_train)\n",
    "    axes[H,L].scatter(X_train,Y_train,s=20)\n",
    "    axes[H,L].scatter(X_test,Y_test,s=20,marker='*')    \n",
    "    axes[H,L].scatter(X[modelSVR.support_],Y[modelSVR.support_],marker='o',c='b',s=120,alpha=0.2)\n",
    "    axes[H,L].plot(X,modelSVR.predict(X),linestyle='-',label=\"SVR\")\n",
    "    axes[H,L].plot(X,modelLM.predict(X),linestyle='--',label=\"线性回归\",linewidth=1)\n",
    "    axes[H,L].legend()\n",
    "    ytrain=modelSVR.predict(X_train)\n",
    "    ytest=modelSVR.predict(X_test)\n",
    "    axes[H,L].set_title(\"SVR(C=%d,epsilon=%.2f,训练MSE=%.2f,测试MSE=%.2f)\"%(C,E,mean_squared_error(Y_train,ytrain),\n",
    "                                                                       mean_squared_error(Y_test,ytest)))\n",
    "    axes[H,L].set_xlabel(\"X\")\n",
    "    axes[H,L].set_ylabel(\"Y\")\n",
    "    axes[H,L].grid(True,linestyle='-.')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：\n",
    "（1）第10，11行：建立一般线性回归模型，拟合训练集数据。\n",
    "（2）第14至29行：利用for循环分别建立四个支持向量回归机。\n",
    "支持向量回归机的惩罚C依次取1,1,100,10000，对错误的惩罚越来越大。同时参数ε依次取0.1,100,0,1,0.01支持，规定了多个误差上限。拟合训练集数据。绘制样本观测点的散点图。标识出支持向量。绘制一般支持向量回归机的回归线和一般线性回归模型的回归线。计算训练误差和测试误差（MSE）。\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
